Iterative Algorithm Induced Deep-Unfolding Neural Networks: Precoding
Design for Multiuser MIMO Systems

Iterative Algorithm Induced Deep-Unfolding Neural Networks: Precoding Design for Multiuser MIMO Systems

15 June 2020

Qiyu Hu

Yunlong Cai

Guanding Yu

Papers citing "Iterative Algorithm Induced Deep-Unfolding Neural Networks: Precoding Design for Multiuser MIMO Systems"

18 / 18 papers shown

Title
Deep Graph Unfolding for Beamforming in MU-MIMO Interference Networks Arindam Chowdhury Gunjan Verma A. Swami Santiago Segarra 33 13 0 02 Apr 2023
Generalization analysis of an unfolding network for analysis-based Compressed Sensing Vicky Kouni Yannis Panagakis MLT 28 0 0 09 Mar 2023
A Model-based GNN for Learning Precoding Jia Guo Chenyang Yang 56 10 0 01 Dec 2022
Privacy-Preserving Decentralized Inference with Graph Neural Networks in Wireless Networks Mengyuan Lee Guanding Yu H. Dai 30 11 0 15 Aug 2022
Edge Learning for B5G Networks with Distributed Signal Processing: Semantic Communication, Edge Computing, and Wireless Sensing Wei Xu Zhaohui Yang Derrick Wing Kwan Ng Marco Levorato Yonina C. Eldar Mérouane Debbah 28 398 0 01 Jun 2022
Graph Neural Networks for Wireless Communications: From Theory to Practice Yifei Shen Jun Zhang Shenghui Song Khaled B. Letaief GNN AI4CE 33 111 0 21 Mar 2022
Graph-based Algorithm Unfolding for Energy-aware Power Allocation in Wireless Networks Boning Li Gunjan Verma Santiago Segarra 26 18 0 27 Jan 2022
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications Khaled B. Letaief Yuanming Shi Jianmin Lu Jianhua Lu 43 417 0 24 Nov 2021
Stability Analysis of Unfolded WMMSE for Power Allocation Arindam Chowdhury Fernando Gama Santiago Segarra 46 3 0 14 Oct 2021
Learn to Communicate with Neural Calibration: Scalability and Generalization Yifan Ma Yifei Shen Xianghao Yu Jun Zhang S. H. Song Khaled B. Letaief 42 12 0 01 Oct 2021
Algorithm Unrolling for Massive Access via Deep Neural Network with Theoretical Guarantee Yandong Shi Hayoung Choi Yuanming Shi Yong Zhou 27 29 0 19 Jun 2021
Two-Stage Stochastic Optimization via Primal-Dual Decomposition and Deep Unrolling An Liu Rui Yang Tony Q.S. Quek Min-Jian Zhao 25 12 0 05 May 2021
Decentralized Inference with Graph Neural Networks in Wireless Communication Systems Mengyuan Lee Guanding Yu H. Dai GNN 42 40 0 19 Apr 2021
Joint Deep Reinforcement Learning and Unfolding: Beam Selection and Precoding for mmWave Multiuser MIMO with Lens Arrays Qiyu Hu Yanzhen Liu Yunlong Cai Guanding Yu Z. Ding 23 50 0 05 Jan 2021
Model-Based Deep Learning Nir Shlezinger Jay Whang Yonina C. Eldar A. Dimakis 28 317 0 15 Dec 2020
Learning to Beamform in Heterogeneous Massive MIMO Networks Minghe Zhu Tsung-Hui Chang Mingyi Hong 27 22 0 08 Nov 2020
Improving Learning Efficiency for Wireless Resource Allocation with Symmetric Prior Chengjian Sun Jiajun Wu Chenyang Yang 31 17 0 18 May 2020
Accelerating Generalized Benders Decomposition for Wireless Resource Allocation Mengyuan Lee Ning Ma Guanding Yu H. Dai AI4CE 4 30 0 03 Mar 2020